Tag: Cost Analysis
All the articles with the tag "Cost Analysis".
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COSMOS: Predictable and Cost-Effective Adaptation of LLMs
COSMOS introduces a cost-effective framework to predict performance and cost of LLM adaptation strategies like QLoRA fine-tuning and retrieval-augmented ICL, achieving high accuracy (1.09% MAE) and reducing computational costs by 92.72% across eight diverse benchmarks.